Engineering deep dives for builders: MCP and AI-tooling internals, API design and abuse cases, cloud and infrastructure (Terraform, Kubernetes, CI/CD), and the platform-security angles that come with them. Written by the researcher behind Hmmnm – practical, current, and tied to the security practice.

TurboQuant Explained: Google AI Memory Breakthrough

Google's TurboQuant is a breakthrough AI compression method targeting memory bottlenecks in large language models. This guide explains how TurboQuant achieves 6x KV-cache reduction and 8x speedup on H100 GPUs with training-free quantization β€” no retraining required.

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